{"url":"/method/vime","slug":"vime","name":"VIME","full_name":"Value Imputation and Mask Estimation","full_name_withheld":false,"description_markdown":"**VIME **, or **Value Imputation and Mask Estimation**, is a self- and semi-supervised learning framework for tabular data. It consists of a pretext task of estimating mask vectors from corrupted tabular data in addition to the reconstruction pretext task for self-supervised learning.","description_state":"present","introduced_year":null,"introduced_by":{"title":"VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular Domain","paper":"/paper/vime-extending-the-success-of-self-and-semi","first_author":"Jinsung Yoon","n_authors":4,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/vime-extending-the-success-of-self-and-semi"},"source":{"url":"http://proceedings.neurips.cc/paper/2020/hash/7d97667a3e056acab9aaf653807b4a03-Abstract.html","title":"VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular Domain","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"General","area_id":"general","collection":"Deep Tabular Learning","url":"/methods/category/deep-tabular-learning","pwc_aliases":[]}],"n_papers_tagged":1,"archive_num_papers":1,"papers_newest_first":[{"paper":"/paper/vime-extending-the-success-of-self-and-semi","title":"VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular Domain","date":"2020-12-01","arxiv_id":null,"n_code_links":2,"syntology":null}],"papers_shown":1,"tasks":[{"task":"/task/data-augmentation","name":"Data Augmentation","papers":1},{"task":"/task/imputation","name":"Imputation","papers":1},{"task":"/task/self-supervised-learning","name":"Self-Supervised Learning","papers":1}],"tasks_shown":3,"n_tasks":3,"usage_by_year":[{"year":"2020","papers":1}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/vime"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}